{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "38657f92",
   "metadata": {},
   "source": [
    "# What's new in version 2.3.1\n",
    "\n",
    "## New\n",
    "\n",
    "### [Guides](../)\n",
    "* [Deep Learning](../)\n",
    "  * [2D Computer Vision](../)\n",
    "    * [Pixel Classification](../)\n",
    "      * [Finetune Segment Anything Model (SAM) using SamLoRA](../guide/finetune-sam-using-samlora/)\n",
    "  * [NLP](../)\n",
    "    * [Use Mistral LLM for Text Classification and Entity Recognition](../guide/use-mistral-llm-for-text-classification-and-entity-recognition/)\n",
    "    \n",
    "#### [`arcgis.learn`](/python/api-reference/arcgis.learn.toc.html)\n",
    "* Adds _extensibility_ support to the module and allows for customization of pre-processing and post-processing\n",
    "* Adds fine-tuning of geospatial datasets with _Prithvi_ models\n",
    "* [Pixel Classification Models](/python/api-reference/arcgis.learn.toc.html#pixel-classification-models)\n",
    "  * New model:\n",
    "    * [`ClimaX`](/python/api-reference/arcgis.learn.toc.html#climax)\n",
    "  * [`MMSegmentation`](/python/api-reference/arcgis.learn.toc.html#mmsegmentation)\n",
    "    * adds the _seq_len_ argument for use with composite bands from different timestamps\n",
    "\n",
    "## Fixes\n",
    "\n",
    "#### [`arcgis.gis`](/python/api-reference/arcgis.gis.toc.html)\n",
    "* [`ContentManager`](/python/api-reference/arcgis.gis.toc.html#contentmanager)\n",
    "  * [`clone_items()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.clone_items)\n",
    "    * Fixes error when cloning Survey123 Form items with multibyte character encoding\n",
    "#### [`arcgis.features`](/python/api-reference/arcgis.features.toc.html)\n",
    "  * Fixes BUG-000167300 where incorrect referencing of spatial references internally causes failures using _parquet_ files with ArcGIS Pro\n",
    "  \n",
    "  \n",
    "#### [`arcgis.learn`](/python/api-reference/arcgis.learn.toc.html)  \n",
    "* [Object Detection Models](/python/api-reference/arcgis.learn.toc.html#object-detection-models)\n",
    "  * Fixes internal return values for metrics with:\n",
    "    * [`RetinaNet`](/python/api-reference/arcgis.learn.toc.html#retinanet)\n",
    "    * [`YOLOv3`](/python/api-reference/arcgis.learn.toc.html#yolov3)\n",
    "  * [`YOLOv3`](/python/api-reference/arcgis.learn.toc.html#yolov3)\n",
    "    * Fixes performance issue when training models with large image sizes\n",
    "* [Unstructured Text Models](/python/api-reference/arcgis.learn.toc.html#unstructured-text-models)\n",
    "  * [arcgis.learn.text module](/python/api-reference/arcgis.learn.toc.html#arcgis-learn-text-module)\n",
    "    * [`EntityRecognizer`](/python/api-reference/arcgis.learn.text.html#arcgis.learn.text.EntityRecognizer)\n",
    "      * Fixes support for CSV data input"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7a42416",
   "metadata": {},
   "source": [
    "# What's new in version 2.3.0.3\n",
    "* Updates internal dependency version for _requests_ library"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d44e1341",
   "metadata": {},
   "source": [
    "# What's new in version 2.3.0.2\n",
    "#### [`arcgis.gis`](/python/api-reference/arcgis.gis.toc.html)\n",
    "* Removed incorrect messaging regarding deprecations\n",
    "* [`ContentManager`](/python/api-reference/arcgis.gis.toc.html#contentmanager)\n",
    "  * [`clone_items()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.clone_items)\n",
    "    * Fixes error and messaging with cloning Dashboard items when using the _item_mapping_ argument"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3da5d7d1",
   "metadata": {},
   "source": [
    "# What's new in version 2.3.0.1\n",
    "\n",
    "#### [`arcgis.gis`](/python/api-reference/arcgis.gis.toc.html)\n",
    "* [`ContentManager`](/python/api-reference/arcgis.gis.toc.html#contentmanager)\n",
    "  * [`clone_items()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.clone_items)\n",
    "    * Fixes error resulting from supporting views structure with cloning Survey123 Form items\n",
    "    \n",
    "#### [`arcgis.learn`](/python/api-reference/arcgis.learn.toc.html)\n",
    "* [Object Classification Models](/python/api-reference/arcgis.learn.toc.html#object-classification-models)\n",
    "  * [`FeatureClassifier`](/python/api-reference/arcgis.learn.toc.html#featureclassifier)\n",
    "    * [`fit()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.FeatureClassifier.fit)\n",
    "      * Fixes `KeyError` when inferencing with a model using a _tensorflow_ backend\n",
    "* [Object Tracking Models](/python/api-reference/arcgis.learn.toc.html#object-tracking-models)\n",
    "  * [`SiamMask`](/python/api-reference/arcgis.learn.toc.html#siammask)\n",
    "    * Fixes load failures to full motion video in ArcGIS Pro with saved models "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c34e7960",
   "metadata": {},
   "source": [
    "# What's new in version 2.3.0\n",
    "> **Note:** Includes all updates since the release of version 2.2.0\n",
    "\n",
    "## New\n",
    "* New implementation for sharing to fully align with REST API best practices:\n",
    "  * [SharingManager](/python/api-reference/arcgis.gis.toc.html#sharingmanager) - for managing [Item](/python/api-reference/arcgis.gis.toc.html#item) sharing\n",
    "  * [SharingGroupManager](/python/api-reference/arcgis.gis.toc.html#sharinggroupmanager) - for managing [Item](/python/api-reference/arcgis.gis.toc.html#item) sharing to [Groups](/python/api-reference/arcgis.gis.toc.html#group)\n",
    "* New implementation for Folder management:\n",
    "  * [Folders](/python/api-reference/arcgis.gis.toc.html#folders)\n",
    "  * [Folder](/python/api-reference/arcgis.gis.toc.html#folder)\n",
    "    * [`add()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis._impl._content_manager.Folder.add)\n",
    "      * uses streaming for performance improvements when adding items\n",
    "* Adds management capability for Partnered Collaborations\n",
    "* [`arcgis.apps.survey23`](/python/api-reference/arcgis.apps.survey123.html)\n",
    "  * Adds support to:\n",
    "    * publish *Survey123* survey items based on [**ArcGIS Survey123 Ideas 968118**](https://community.esri.com/t5/arcgis-survey123-ideas/publish-surveys-using-python/idi-p/968118)\n",
    "    * add, update, and delete webhooks based on [**ArcGIS Survey123 Question 1234777**](https://community.esri.com/t5/arcgis-survey123-questions/s123-how-to-manage-s123-webhook-through-api-for/m-p/1234777#M46219)\n",
    "* Adds support for [3D Tile Layers](https://pro.arcgis.com/en/pro-app/latest/help/mapping/layer-properties/work-with-3d-tiles-layers.htm)\n",
    "\n",
    "\n",
    "### [Guides](../)\n",
    "* [Deep Learning](../)\n",
    "  * [2D Computer Vision](../)\n",
    "    * [Other Imagery Topics](../)\n",
    "      * [How SR3 super-resolution works](../guide/how-sr3-works/)\n",
    "  * [3D Computer Vision](../)\n",
    "    * [Point cloud classfication using RandLA-Net](../guide//point-cloud-classification-using-randlanet/)\n",
    "    * [Point cloud classfication using SQN](../guide//point-cloud-classification-using-sqn/)\n",
    "* [Content Management](../)\n",
    "  * [Cloning and Troubleshooting Complex Items](../guide/cloning-complex-apps)\n",
    "\n",
    "  \n",
    "### [Samples](/python/samples/)\n",
    "* [Deep Learning](/python/samples)\n",
    "  * [2D Computer Vision](/python/samples)\n",
    "    * [Pixel Classification](/python/samples)\n",
    "      * [Mangrove forest monitoring using deep learning](/python/samples/mangrove-forest-monitoring-using-deep-learning)\n",
    "    * [Using Pre-trained Models](/python/samples)\n",
    "      * [Cloud removal using pretrained deep learning model and raster function](/python/samples/cloud-removal-using-pretrained-deep-learning-model-and-raster-function/)\n",
    "  * [Time Series Forecasting](/python/samples)\n",
    "    * [Forecasting power consumption in Tetouan City using Deep Learning Time Series techniques](/python/samples/forecasting-daily-power-consumption-using-deep-learning-timeseries/)\n",
    "\n",
    "### Module Changes\n",
    "\n",
    "#### [`arcgis.gis`](/python/api-reference/arcgis.gis.toc.html)\n",
    "* Adds support for [*Data Pipeline*](https://doc.arcgis.com/en/data-pipelines/latest/get-started/about-data-pipelines.htm) items\n",
    "* Adds classes:\n",
    "  * [`SharingManager`](/python/api-reference/arcgis.gis.toc.html#sharingmanager)\n",
    "  * [`SharingGroupManager`](/python/api-reference/arcgis.gis.toc.html#sharinggroupmanager)\n",
    "  * [`Folders`](/python/api-reference/arcgis.gis.toc.html#folders)\n",
    "  * [`Folder`](/python/api-reference/arcgis.gis.toc.html#folder)\n",
    "* [`GIS`](/python/api-reference/arcgis.gis.toc.html#gis)\n",
    "  * ENH-000160434 - Adds support for string datatype to the *verify_cert* parameter to accomodate certificate updates\n",
    "* [`User`](/python/api-reference/arcgis.gis.toc.html#user)\n",
    "  * [`report()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.User.report)\n",
    "    * Adds parameter:\n",
    "      * *time_aggregate*\n",
    "    * Adds code snippet\n",
    "    * Adds parameter options for *report_type*\n",
    "      * `serviceUsages`\n",
    "      * `itemUsages`\n",
    "* [`UserManager`](/python/api-reference/arcgis.gis.toc.html#usermanager)\n",
    "  * [`send_notification()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.UserManager.send_notification)\n",
    "    * Adds deprecation message when using method on ArcGIS Enteprise in response to [**Public Repo Issue #1642**](https://github.com/Esri/arcgis-python-api/issues/1642)\n",
    "  * [`user_groups()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.User.user_groups)\n",
    "    * Adds support for returning more than 20 values\n",
    "* [`ContentManager`](/python/api-reference/arcgis.gis.toc.html#contentmanager)\n",
    "  * New properties:\n",
    "    * [`folders`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.folders)\n",
    "  * [`clone_items()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.clone_items)\n",
    "    * Adds support for *Data Pipeline* items\n",
    "    * Adds error messaging when cloning items that do not support the *item_mapping* argument\n",
    "  * [`search()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.search)\n",
    "    * Adds parameter to address [**Public Repo Issue #1413**](https://github.com/Esri/arcgis-python-api/issues/1413):\n",
    "      * *filter*\n",
    "  * [`advanced_search()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.advanced_search)\n",
    "    * Adds parameter to address [**Public Repo Issue #1413**](https://github.com/Esri/arcgis-python-api/issues/1413):\n",
    "      * *filter*\n",
    "* [`Item`](/python/api-reference/arcgis.gis.toc.html#item)\n",
    "  * Adds deprecation warnings for removal in future release of:\n",
    "    * [`share()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.share)\n",
    "    * [`shared_with`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.shared_with)\n",
    "  * Adds properties:\n",
    "    * [`sharing`]()\n",
    "  * Adds methods:\n",
    "    * [`can_reassign()`](/python//api-reference/arcgis.gis.toc.html#arcgis.gis.Item.can_reassign)\n",
    "  * [`related_items(()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.related_items)\n",
    "    * Adds paging support\n",
    "  * [`delete()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.delete)\n",
    "    * Adds support for *permanent* argument to permanently delete items from organizations opted into Recycle Bin functionality\n",
    "  * [`update()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.update)\n",
    "    * Adds error messaging when run on file type items if the *item_properties* is missing a fileName value\n",
    "  * [`publish()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.publish)\n",
    "    * Adds *future* parameter to allow for running asynchronously\n",
    "* [`Group`](/python/api-reference/arcgis.gis.toc.html#group)\n",
    "  * [`remove_users()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Group.remove_users)\n",
    "    * Updates documentation for *usernames* parameter\n",
    "  * [`notify()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Group.notify)\n",
    "    * Adds message indicating method is not supported with ArcGIS Enterprise\n",
    "* [`CategorySchemaManager`](/python/api-reference/arcgis.gis.toc.html#categoryschemamanager)\n",
    "  * Adds property\n",
    "    * [`schema_paths`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.CategorySchemaManager.schema_paths)\n",
    "* [`GroupManager`](/python/api-reference/arcgis.gis.toc.html#groupmanager)\n",
    "  * [`create()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.GroupManager.create)\n",
    "    * Adds deprecation note for use of *autojoin* parameter in favor of *auto_join*\n",
    "\n",
    "#### [`arcgis.gis Enumerations`](/python/api-reference/arcgis.gis.toc.html#enumerations)\n",
    "* [`ItemTypeEnum`](/python/api-reference/arcgis.gis.toc.html#itemtypeenum)\n",
    "  * Adds support for new item types:\n",
    "    * *TILES_PACKAGE_3D*\n",
    "    * *TILES_SERVICE_3D*\n",
    "\n",
    "#### [`arcgis.gis.admin`](/python/api-reference/arcgis.gis.admin.html#)\n",
    "* Adds class:\n",
    "  * Response to BUG-000154442:\n",
    "    * [`PartneredCollabManager`](/python/api-reference/arcgis.gis.admin.html#partneredcollabmanager)\n",
    "    * [`PartneredCollaboration`](/python/api-reference/arcgis.gis.admin.html#partneredcollaboration)\n",
    "* Updates `scheduled_tasks()` methods on all admin classes to return list of [*Task*](/python/api-reference/arcgis.gis.tasks.html#task) objects:\n",
    "  * *AGOlAdminManager*\n",
    "  * *PortalAdminManager*\n",
    "  * *KubernetesAdmin*\n",
    "* [`AGOLUsageReports`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.AGOLUsageReports)\n",
    "  * Adds caching to various methods for performance improvement\n",
    "* [`PortalAdminManager`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.PortalAdminManager)\n",
    "  * Adds method:\n",
    "    * [`content()`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.PortalAdminManager.content)\n",
    "* [`AGOLAdminManager`](/python/api-reference/arcgis.gis.admin.html#agoladminmanager)\n",
    "  * Adds method:\n",
    "    * [`content()`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.AGOLAdminManager.content)\n",
    "  * Adds property:\n",
    "    * [`partnered_collaboration`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.AGOLAdminManager.partnered_collaboration)\n",
    "* [`MapSettings`](/python/api-reference/arcgis.gis.admin.html#mapsettings)\n",
    "  * Adds properties:\n",
    "    * [`use_3d_basemaps`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.MapSettings.use_3D_basemaps)\n",
    "  * [`update_basemap_gallery()`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.MapSettings.update_basemap_gallery)\n",
    "    * Adds check to both remove deprecated basemaps and update any new basemaps added to group shared with basemap group\n",
    "* [`System`](/python/api-reference/arcgis.gis.admin.html#system)\n",
    "  * Adds support for *limits* functionality:\n",
    "    * getting - [`limits`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.System.limits)\n",
    "    * setting - [`set_limits()`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.System.set_limits)\n",
    "* [`SystemManager`](/python/api-reference/arcgis.gis.admin.html#systemmanager) - *Kubernetes*\n",
    "  * Updates [`properties`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.kubernetes.SystemManager.properties) setter to allow for additional publishers and control of process timeouts\n",
    "* [`CreditManager`](/python/api-reference/arcgis.gis.admin.html#creditmanager)\n",
    "  * Adds code snippets for:\n",
    "    * object initialization: [`CreditManager`](/python/api-reference/arcgis.gis.admin.html#creditmanager)\n",
    "    * [`allocate()`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.CreditManager.allocate)\n",
    "    * [`credit_usage()`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.CreditManager.credit_usage)\n",
    "\n",
    "#### [`arcgis.gis.server`](/python/api-reference/arcgis.gis.server.html)\n",
    "* [`Service`](/python/api-reference/arcgis.gis.server.html#service)\n",
    "  * [`edit()`](/python/api-reference/arcgis.gis.server.html#arcgis.gis.server.Service.edit)\n",
    "    * Adds parameter:\n",
    "      * *future* - to allow aychnronous processing\n",
    "\n",
    "#### [`arcgis.gis.workflowmanager`](/python/api-reference/arcgis.gis.workflowmanager.html)\n",
    "* [`Job_Manager`](/python/api-reference/arcgis.gis.workflowmanager.html#jobmanager)\n",
    " * Adds method:\n",
    "   * [`statistics()`](/python/api-reference/arcgis.gis.workflowmanager.html#arcgis.gis.workflowmanager.JobManager.statistics)\n",
    " * [`update()`](/api-reference/arcgis.gis.workflowmanager.html#arcgis.gis.workflowmanager.JobManager.update)\n",
    "   * Adds parameter:\n",
    "     * *allow_running_step_id*\n",
    "* [`Job`](/python/api-reference/arcgis.gis.workflowmanager.html#job)\n",
    "  * Adds method:\n",
    "    * [`add_hold()`](/python/api-reference/arcgis.gis.workflowmanager.html#arcgis.gis.workflowmanager.Job.add_hold)\n",
    "  * [`update_step()`](/python/api-reference/arcgis.gis.workflowmanager.html#arcgis.gis.workflowmanager.Job.update_step)\n",
    "    * Adds code snippet\n",
    "\n",
    "#### [`arcgis.gis.tasks`](/python/api-reference/arcgis.gis.tasks.html)\n",
    "* [`TaskManager`](/python/api-reference/arcgis.gis.tasks.html#taskmanager)\n",
    "  * [`create()`](/python/api-reference/arcgis.gis.tasks.html#arcgis.gis.tasks.TaskManager.create)\n",
    "    * Adds parameter documentation:\n",
    "      * *task_url*\n",
    "    * Updates parameter documentation for:\n",
    "      * *cron*\n",
    "      * *parameters*\n",
    "  * [`search()`](/python/api-reference/arcgis.gis.tasks.html#arcgis.gis.tasks.TaskManager.search)\n",
    "    * Adds options for *types* parameter\n",
    "\n",
    "#### [`arcgis.features`](/python/api-reference/arcgis.features.toc.html)\n",
    "* Adds class:\n",
    "  * [`OrientedImageryLayer`](/python/api-reference/arcgis.features.toc.html#oriented-imagery-layer)\n",
    "* refactor of *query()* methods with internal processing performance improvements\n",
    "* [`FeatureLayer`](/python/api-reference/arcgis.features.toc.html#featurelayer)\n",
    "  * Adds method:\n",
    "    * [`query_3d()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayer.query_3d)\n",
    "  * [`edit_features()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayer.edit_features)\n",
    "    * Runs internal operations asynchronously when applicable for performance improvements\n",
    "  * [`append()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayer.append)\n",
    "    * Updates documentation in *upload_format* to indicate how to determine supported formats\n",
    "* *Spatially Enabled DataFrame* - [`GeoAccessor`](/python/api-reference/arcgis.features.toc.html#geoaccessor)\n",
    "  * Adds support to *time only* objects to align with ArcPy and ArcGIS Enterprise\n",
    "* [`FeatureLayerCollection`](/python/api-reference/arcgis.features.toc.html#featurelayercollection)\n",
    "  * Adds code snippets and explanations for initializing objects\n",
    "  * [`extract_changes()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayerCollection.extract_changes)\n",
    "    * Adds code snippet and description text for *servergen* parameter\n",
    "    * Adds code snippet for *layer_servergen* parameter\n",
    "\n",
    "#### [`arcgis.features.managers`](/python/api-reference/arcgis.features.managers.html#)\n",
    "* Adds reference documentation:\n",
    "  * [`TraceConfigurationsManager`](/python/api-reference/arcgis.features.managers.html#traceconfigurationsmanager)\n",
    "* [`FeatureLayerCollectionManager`](/python/api-reference/arcgis.features.managers.html#featurelayercollectionmanager)\n",
    "  * Adds method:\n",
    "    * [`swap_view()`](/python/api-reference/arcgis.features.managers.html#arcgis.features.managers.FeatureLayerCollectionManager.swap_view)\n",
    "  * [`create_view()`](/python/api-reference/arcgis.features.managers.html#arcgis.features.managers.FeatureLayerCollectionManager.create_view)\n",
    "    * Adds parameters:\n",
    "      * `visibile_fields`\n",
    "      * `query`\n",
    "* [`SyncManager`](/python/api-reference/arcgis.features.managers.html#syncmanager)\n",
    "  * [`synchronize()`](/python/api-reference/arcgis.features.managers.html#arcgis.features.managers.SyncManager.synchronize)\n",
    "    * Adds reference documentation\n",
    "* [`UtilityNetworkManager`](/python/api-reference/arcgis.features.managers.html#utilitynetworkmanager)\n",
    "  * Updates reference documentation for numerous method and property descriptions\n",
    "  * Adds note on *user_type* requirements\n",
    "* [`TopographicProductionManager`](/python/api-reference/arcgis.features.managers.html#topographicproductionmanager)\n",
    "  * [`generate_product()`](/python/api-reference/arcgis.features.managers.html#arcgis.features._topographic.TopographicProductionManager.generate_product)\n",
    "    * Adds *parameter*\n",
    "      * *output_settings*\n",
    "    * Updates parameter documentation with code snippets\n",
    "      * *version*\n",
    "* [`TraceConfiguration`](/python/api-reference/arcgis.features.managers.html#traceconfiguration)\n",
    "  * Adds property to initializer:\n",
    "    * *use_digitized_direction*\n",
    "    * *synthesize_geometry*\n",
    "* [`ParcelFabricManager`](/python/api-reference/arcgis.features.managers.html#parcelfabricmanager)\n",
    "  * [`divide()`](/python/api-reference/arcgis.features.managers.html#arcgis.features._parcel.ParcelFabricManager.divide)\n",
    "    * Adds parameter:\n",
    "      * *divide_associated_lines*\n",
    "\n",
    "#### [`arcgis.features.analysis`](/python/api-reference/arcgis.features.analysis.html)\n",
    "* Adds function documentation:\n",
    "  * [`generate_tesselation()`](/python/api-reference/arcgis.features.analysis.html#generate-tessellation)\n",
    "  \n",
    "#### [`arcgis.features.analyze_patterns`](/python/api-reference/arcgis.features.analyze_patterns.html)\n",
    "* Adds function:\n",
    "  * [`calculate_composite_index()`](/python/api-reference/arcgis.features.analyze_patterns.html#calculate-composite-index)\n",
    "* [`find_point_clusters()`](/python/api-reference/arcgis.features.analyze_patterns.html#find-point-clusters)\n",
    "  * Adds parameter:\n",
    "    * *method*\n",
    "    * *sensitivity*\n",
    "    * *time_field*\n",
    "    * *search_time_interval*\n",
    "    * *search_time_unit*\n",
    "  * Updates documentation to clarify implementation details\n",
    "* [`find_outliers()`](/python/api-reference/arcgis.features.analyze_patterns.html#find-outliers)\n",
    "  * Adds *randomGenerator* seeding option for the *context* argument\n",
    "\n",
    "#### [`arcgis.features.find_locations`](/python/api-reference/arcgis.features.find_locations.html)\n",
    "* [`find_similiar_locations()`](/python/api-reference/arcgis.features.find_locations.html#find-similar-locations)\n",
    "  * Adds parameters:\n",
    "    * *criteria_fields*\n",
    "\n",
    "#### [`arcgis.features.summarize_data`](/python/api-reference/arcgis.features.summarize_data.html)\n",
    "* [`join_features()`](/python/api-reference/arcgis.features.summarize_data.html#join-features)\n",
    "  * Adds support to return count only by using *COUNT* for *statisticType* and *None* for *onStatisticField*\n",
    "\n",
    "#### [`arcgis.features.manage_data`](/python/api-reference/arcgis.features.manage_data.html)\n",
    "* [`extract_data()`](/python/api-reference/arcgis.features.manage_data.html#extract-data)\n",
    "  * Adds parameter:\n",
    "    * *context*\n",
    "* [`derive_new_locations()`](/python/api-reference/arcgis.features.find_locations.html#derive-new-locations)\n",
    "  * Adds parameter table documentation\n",
    "\n",
    "#### [`arcgis.raster`](/python/api-reference/arcgis.raster.toc.html#)\n",
    "* Adds `estimate` parameter to appropriate methods to approximate credit cost of operations in ArcGIS Online\n",
    "* [`ImageryLayer`](/python/api-reference/arcgis.raster.toc.html#imagerylayer)\n",
    "  * Adds support for *Tiled Imagery Layer* items\n",
    "  * Adds method:\n",
    "    * [`find_images()`](/api-reference/arcgis.raster.toc.html#arcgis.raster.ImageryLayer.find_images)\n",
    "    * [`image_to_map()`](/api-reference/arcgis.raster.toc.html#arcgis.raster.ImageryLayer.image_to_map)\n",
    "    * [`map_to_image()`](/api-reference/arcgis.raster.toc.html#arcgis.raster.ImageryLayer.map_to_image)\n",
    "    * [`get_image_url()`](/api-reference/arcgis.raster.toc.html#arcgis.raster.ImageryLayer.get_image_url)\n",
    "    * [`image_to_map_multiray()`](/api-reference/arcgis.raster.toc.html#arcgis.raster.ImageryLayer.image_to_map_multiray)\n",
    "    * [`measure_from_image()`](/api-reference/arcgis.raster.toc.html#arcgis.raster.ImageryLayer.measure_from_image)\n",
    "* [`RasterCollection`](/python/api-reference/arcgis.raster.toc.html#rastercollection)\n",
    "  * Adds support for more STAC datasets:\n",
    "    * Adds *context* parameter to:\n",
    "      * [`from_stac_api()`](/python/api-reference/arcgis.raster.toc.html#arcgis.raster.RasterCollection.from_stac_api)\n",
    "        * See also *stac_api* parameter description\n",
    "      * [`from_stac_catalog()`](/python/api-reference/arcgis.raster.toc.html#arcgis.raster.RasterCollection.from_stac_catalog)\n",
    "        * See also *stac_catalog* parameter description\n",
    "* [`Raster`](/python/api-reference/arcgis.raster.toc.html#raster)\n",
    "  * Adds support for more STAC datasets:\n",
    "    * Adds *context* parameter:\n",
    "      * [`from_stac_item()`](/python/api-reference/arcgis.raster.toc.html#arcgis.raster.Raster.from_stac_item)\n",
    "        * See also *stac_item* parameter description\n",
    "\n",
    "#### [`arcgis.raster.analytics`](/python/api-reference/arcgis.raster.analytics.html#)\n",
    "* Adds `estimate` parameter to all functions to approximate credit cost of operations in ArcGIS Online\n",
    "* New functions:\n",
    "  * [`locate_regions()`](/python/api-reference/arcgis.raster.analytics.html#locate-regions)\n",
    "  * [`transfer_files()`](/python/api-reference/arcgis.raster.analytics.html#transfer-files)\n",
    "  * [`tabulate_area()`](/python/api-reference/arcgis.raster.analytics.html#tabulate_area)\n",
    "  * [`zonal_geometry_as_table()`](/python/api-reference/arcgis.raster.analytics.html#zonal_geometry_as_table)\n",
    "* [`create_viewshed()`](/python/api-reference/arcgis.raster.analytics.html#create-viewshed)\n",
    "  * Adds new parameters:\n",
    "    * *vertical_error*\n",
    "    * *refractivity_coefficient*\n",
    "    * *horizontal_start_angle*\n",
    "    * *horizontal_end_angle*\n",
    "    * *vertical_upper_angle*\n",
    "    * *vertical_lower_angle*\n",
    "* [`summarize_raster_within()`](/python/api-reference/arcgis.raster.analytics.html#summarize-raster-within)\n",
    "  * Adds options for *statistic_type* argument:\n",
    "    * *MAJORITY_COUNT*\n",
    "    * *MAJORITY_PERCENT*\n",
    "    * *MINORITY_COUNT*\n",
    "    * *MINORITY_PERCENT*\n",
    "* [`zonal_statistics_as_table()`](/python/api-reference/arcgis.raster.analytics.html#zonal-statistic-as-table)\n",
    "  * Adds options for *statistic_type* argument\n",
    "    * *MAJORITY_COUNT*\n",
    "    * *MAJORITY_PERCENT*\n",
    "    * *MINORITY_COUNT*\n",
    "    * *MINORITY_PERCENT*\n",
    "    * *MAJORITY_VALUE_COUNT_PERCENT*\n",
    "    * *MINORITY_VALUE_COUNT_PERCENT*\n",
    "    \n",
    "#### [`arcgis.raster.functions`](/python/api-reference/arcgis.raster.functions.html)\n",
    "* Adds function:\n",
    "  * [`create_color_composite()`](/python/api-reference/arcgis.raster.functions.html#create-color-composite)\n",
    "* [`remap()`](/python/api-reference/arcgis.raster.functions.html#remap)\n",
    "  * Adds parameter:\n",
    "    * *replacement_value*\n",
    "\n",
    "#### [`arcgis.raster.functions.gbl`](/python/api-reference/arcgis.raster.functions.gbl.html)\n",
    "* [`zonal_statistics()`](/python/api-reference/arcgis.raster.functions.gbl.html#zonal-statistics)\n",
    "  * Adds options for *statistic_type* argument\n",
    "    * *MAJORITY_COUNT*\n",
    "    * *MAJORITY_PERCENT*\n",
    "    * *MINORITY_COUNT*\n",
    "    * *MINORITY_PERCENT*\n",
    "\n",
    "#### [`arcgis.raster.orthomapping`](/python/api-reference/arcgis.raster.orthomapping.html)\n",
    "* Adds error messaging when attempting to create an item from one which is not an Orthomapping Project\n",
    "* Adds support for managing *projects* and *missions*\n",
    "  * [`Mission`](/python/api-reference/arcgis.raster.orthomapping.html#mission)\n",
    "    * Adds method:\n",
    "      * [`delete_product()`](/python/api-reference/arcgis.raster.orthomapping.html#arcgis.raster._mission.Mission.delete_product)\n",
    "      * [`reset()`](/python/api-reference/arcgis.raster.orthomapping.html#arcgis.raster._mission.Mission.reset)\n",
    "      * [`delete()`](/python/api-reference/arcgis.raster.orthomapping.html#arcgis.raster._mission.Mission.delete)\n",
    "  * [`Project`](/python/api-reference/arcgis.raster.orthomapping.html#project)\n",
    "    * Adds method:\n",
    "      * [`delete()`](/python/api-reference/arcgis.raster.orthomapping.html#arcgis.raster.orthomapping.Project.delete)\n",
    "\n",
    "#### [`arcgis.network`](/python/api-reference/arcgis.network.toc.html)\n",
    "* Adds class:\n",
    "  * [`NetworkDatasetLayer`](/python/api-reference/arcgis.network.toc.html#networkdatasetlayer)\n",
    "  * [`LocateSettings`](/python/api-reference/arcgis.network.toc.html#locatesettings)\n",
    "* Adds enumeration:\n",
    "  * [`ToleranceUnits`](/python/api-reference/arcgis.network.toc.html#toleranceunits)\n",
    "  * [`SolverType`](/python/api-reference/arcgis.network.toc.html#solvertype)\n",
    "* Adds function:\n",
    "  * [`publish_routing_services()`](/python/api-reference/arcgis.network.toc.html#publish-routing-services)\n",
    "* Adds parameter documentation to `solve()` methods:\n",
    "  * `locate_settings`\n",
    "  * `return_empty_results`\n",
    "* [`ServiceAreaLayer`](/python/api-reference/arcgis.network.toc.html#servicearealayer)\n",
    "  * [`solve_service_area()`](/python/api-reference/arcgis.network.toc.html#arcgis.network.ServiceAreaLayer.solve_service_area)\n",
    "    * Adds parameter documentation:\n",
    "      * *include_source_information_on_lines*\n",
    "\n",
    "#### [`arcgis.network.analysis`](api-reference/arcgis.network.analysis.html)\n",
    "* Adds function:\n",
    "  * [`get_tool_info()`](/python/api-reference/arcgis.network.analysis.html#get-tool-info)\n",
    "* Adds parameter documentation for these parameters to all tools:\n",
    "  * *ignore_network_location_fields*\n",
    "  * *locate_settings*\n",
    "* Adds parameter documentation for these parameters to all tools except `edit_vehicle_routing_problem` and `solve_vehicle_routing_problem`\n",
    "  * *accumulate attributes*\n",
    "  * *ignore_invalid_locations*\n",
    "* Adds parameter documentation to `generate_service_areas()`\n",
    "  * *exclude_sources_from_polygon_generation*\n",
    "\n",
    "#### [`arcgis.notebook`](https://next.sites.afd.arcgis.com/python/api-reference/arcgis.notebook.html)\n",
    "  * [`execute_notebook()`](/python/api-reference/arcgis.notebook.html#execute-notebook)\n",
    "    * adds ability to cancel asynchronous job\n",
    "\n",
    "#### [`arcgis.geometry.functions`](/python/api-reference/arcgis.geometry.functions.html)\n",
    "* Reorganized API Reference table of contents\n",
    "  * Adds *Enumerations* and *Functions* subheadings\n",
    "* Adds class:\n",
    "  * [`GeometryJob`](/python/api-reference/arcgis.geometry.functions.html#geometryjob)\n",
    "\n",
    "#### [`arcgis.graph`](/python/api-reference/arcgis.graph.html)\n",
    "* [`KnowledgeGraph`](/python/api-reference/arcgis.graph.html#knowledgegraph)\n",
    "* Adds methods:\n",
    "  * [`sync_data_model()`](/python/api-reference/arcgis.graph.html#arcgis.graph.KnowledgeGraph.sync_data_model)\n",
    "  * [`graph_property_index_adds()`](/python/api-reference/arcgis.graph.html#arcgis.graph.KnowledgeGraph.graph_property_index_adds)\n",
    "  * [`graph_property_index_deletes()`](/python/api-reference/arcgis.graph.html#arcgis.graph.KnowledgeGraph.graph_property_index_deletes)\n",
    "  * [`constraint_rule_adds()`](/python/api-reference/arcgis.graph.html#arcgis.graph.KnowledgeGraph.constraint_rule_adds)\n",
    "  * [`constraint_rule_deletes()`](/python/api-reference/arcgis.graph.html#arcgis.graph.KnowledgeGraph.constraint_rule_deletes)\n",
    "\n",
    "#### [`arcgis.mapping`](/python/api-reference/arcgis.mapping.toc.html)\n",
    "* refactor of *query()* methods with internal processing performance improvements\n",
    "* [Working with 2D Maps](/python/api-reference/arcgis.mapping.toc.html#working-with-2d-maps)\n",
    "  * [`OfflineMapAreaManager`](/python/api-reference/arcgis.mapping.toc.html#offlinemapareamanager)\n",
    "    * Updates reference documentation with important notes and links regarding Web Map configuration\n",
    "    * Extends code snippets\n",
    "* [Working with 3D Maps](/python/api-reference/arcgis.mapping.toc.html#working-with-3d-maps)\n",
    "  * Adds class:\n",
    "    * [`Tiles3DLayer`](/python/api-reference/arcgis.mapping.toc.html#tiles3dlayer)\n",
    "  \n",
    "#### [`arcgis.apps`](/python/api-reference/arcgis.apps.html)\n",
    "* [`storymap`](/python/api-reference/arcgis.apps.storymap.html)\n",
    "  * Adds classes:\n",
    "    * [`Briefing`](/python/api-reference/arcgis.apps.storymap.html#briefing)\n",
    "    * [`Code`](/python/api-reference/arcgis.apps.storymap.html#code)\n",
    "    * [`Table`](/python/api-reference/arcgis.apps.storymap.html#table)\n",
    "    * [`ExpressMap`](/python/api-reference/arcgis.apps.storymap.html#expressmap)\n",
    "    * [`Block`](/python/api-reference/arcgis.apps.storymap.html#block)\n",
    "    * [`Collection`](/python/api-reference/arcgis.apps.storymap.html#collection)\n",
    "  * Adds enumerations:\n",
    "    * [`Language`](/python/api-reference/arcgis.apps.storymap.html#language)\n",
    "    * [`TextStyles`](/python/api-reference/arcgis.apps.storymap.html#textstyles)\n",
    "    * [`SlideLayout`](/python/api-reference/arcgis.apps.storymap.html#slidelayout)\n",
    "    * [`SlideSubLayout`](/python/api-reference/arcgis.apps.storymap.html#slidesublayout)\n",
    "  * [`Storymap`](/python/api-reference/arcgis.apps.storymap.html#storymap)\n",
    "    * Adds deprecation note for following members in favor of *content_list* property:\n",
    "      * [`get()`](/python/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.story.StoryMap.get)\n",
    "      * [`nodes`](/python/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.story.StoryMap.nodes)\n",
    "    * [`duplicate()`](/python/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.story.StoryMap.duplicate)\n",
    "      * Updates internal processing so identical workflows used for ArcGIS Online and ArcGIS Enterprise\n",
    "  * [`Text`](/python/api-reference/arcgis.apps.storymap.html#text)\n",
    "    * Adds methods:\n",
    "      * [`add_attachment()`](/python/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.story_content.Text.add_attachment)\n",
    "      * [`remove_attachment()`](/python/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.story_content.Text.remove_attachment)\n",
    "* [`survey123`](/python/api-reference/arcgis.apps.survey123.html) \n",
    "  * [`Survey`](/python/api-reference/arcgis.apps.survey123.html#survey)\n",
    "  * Adds method:\n",
    "    * [`publish()`](/python/api-reference/arcgis.apps.survey123.html#arcgis.apps.survey123.Survey.publish)\n",
    "    * [`add_webhook()`](/python/api-reference/arcgis.apps.survey123.html#arcgis.apps.survey123.Survey.add_webhook)\n",
    "    * [`delete_webhook()`](/python/api-reference/arcgis.apps.survey123.html#arcgis.apps.survey123.Survey.delete_webhook)\n",
    "    * [`update_webhook()`](/python/api-reference/arcgis.apps.survey123.html#arcgis.apps.survey123.Survey.update_webhook)\n",
    "  * [`generate_report()`](/python/api-reference/arcgis.apps.survey123.html#arcgis.apps.survey123.Survey.generate_report)\n",
    "      * Adds links to detailed documentation\n",
    "* [`expbuilder`](/python/api-reference/arcgis.apps.expbuilder.html)\n",
    "  * Performance improvements upon imports:\n",
    "    * Enhances templates to use separate files for storage\n",
    "    * Adds *lazy loading* to all imports in module\n",
    "    * Adds warning to indicate if template is newer than the ArcGIS Enteprise \n",
    "  * [`WebExperience`](/python/api-reference/arcgis.apps.expbuilder.html#webexperience)\n",
    "    * [`clone()`](/api-reference/arcgis.apps.expbuilder.html#arcgis.apps.expbuilder.expbuilder.WebExperience.clone)\n",
    "      * Adds deprecation message as items are now supported with *ContentManager.clone_items()*\n",
    "    \n",
    "#### [`arcgis.learn`](/python/api-reference/arcgis.learn.toc.html)\n",
    "* Adds error checking when *predict()* method run on unsupported multrispectral data\n",
    "* Adds error messaging when *sensitive_feature* argument is not of correct type when using `fairness_score()` method\n",
    "* [Data Preparation Methods](/python/api-reference/arcgis.learn.toc.html#data-preparation-methods)\n",
    "  * [`prepare_data()`](/python/api-reference/arcgis.learn.toc.html#prepare-data)\n",
    "    * Updates *channels_of_interest* documentation description for PSETAE model\n",
    "    * Adds support for the *num_workers* argument for:\n",
    "      * [`ChangeDetector`](/python/api-reference/arcgis.learn.toc.html#changedetector)\n",
    "      * [`Pix2Pix`](/python/api-reference/arcgis.learn.toc.html#pix2pix)\n",
    "      * [`Pix2PixHD`](/python/api-reference/arcgis.learn.toc.html#pix2pixhd)\n",
    "      * [`SiamMask`](/python/api-reference/arcgis.learn.toc.html#siammask)\n",
    "* [Automated Machine Learning](/python/api-reference/arcgis.learn.toc.html#automated-machine-learning)\n",
    "  * [`AutoML`](/python/api-reference/arcgis.learn.toc.html#automl)\n",
    "    * [`predict()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.AutoML.predict)\n",
    "      * Adds support for remote deep learning package items\n",
    "  * [`DETReg`](/python/api-reference/arcgis.learn.toc.html#detreg)\n",
    "    * Updates documentation to indicate support for *resnet50* backbone only\n",
    "  * [`EfficientDET`](/python/api-reference/arcgis.learn.toc.html#efficientdet)\n",
    "    * Adds default information to *backbone* parameter documentation\n",
    "* [Pixel Classification Models](/python/api-reference/arcgis.learn.toc.html#pixel-classification-models)\n",
    "  * New models:\n",
    "    * [`SamLoRA`](/python/api-reference/arcgis.learn.toc.html#samlora)\n",
    "  * Integrates *prithivi* fine-tuning models\n",
    "    * *prithivi100m_burn_scar*\n",
    "    * *prithivi100_crop_classification*\n",
    "    * *prithivi100m_sen1floods*\n",
    "    * *prithivi100m*\n",
    "  * Updates *mIOU* calculation to use entire dataset rather than per image\n",
    "  * [`MMSegmentation`](/python/api-reference/arcgis.learn.toc.html#mmsegmentation)\n",
    "    * Adds transformer based model support for:\n",
    "      * *mask2former*\n",
    "* [Image Translation Models](/python/api-reference/arcgis.learn.toc.html#image-translation-models)\n",
    "  * [`SuperResolution`](/python/api-reference/arcgis.learn.toc.html#superresolution)\n",
    "    * Integrates support for *SR3_UiVT* backbone with optional initialization parameters\n",
    "      * *patch_size*\n",
    "      * *embed_dim*\n",
    "      * *depth*\n",
    "      * *num_heads*\n",
    "      * *mlp_ratio*\n",
    "      * *qkv_bias*\n",
    "* [3d Models](/python/api-reference/arcgis.learn.toc/?highlight=pointcloud#d-models)\n",
    "  * Adds `focal_loss` option when initializing:\n",
    "    * *PointCNN*\n",
    "    * *SQNSeg*\n",
    "    * *RandLANet*\n",
    "* [Feature, Tabular, anad Timeseries models](/python/api-reference/arcgis.learn.toc.html#feature-tabular-and-timeseries-models)\n",
    "  * [`TimeSeriesModel`](/python/api-reference/arcgis.learn.toc.html#timeseriesmodel)\n",
    "    * [`show_results()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.TimeSeriesModel.show_results)\n",
    "      * Adds documentation about experimental support for multivariate time series\n",
    "* [Unstructured Text Models](/python/api-reference/arcgis.learn.toc.html#unstructured-text-models)\n",
    "  * [arcgis.learn.text module](/python/api-reference/arcgis.learn.toc.html#arcgis-learn-text-module)\n",
    "    * Adds *LLM* backbone support to text analysis models:\n",
    "      * *EntityRecognizer*\n",
    "      * *SequenceToSequence*\n",
    "      * *TextClassifier*\n",
    "    * Adds support for *Mistral* to:\n",
    "      * *TextClassifier*\n",
    "      * *EntityRecognizer*\n",
    "    * [`EntityRecognizer`](/python/api-reference/arcgis.learn.text.html#entityrecognizer)\n",
    "      * Adds support for *CSV* files"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77145505",
   "metadata": {},
   "source": [
    "## Fixes\n",
    "\n",
    "### [Guides](../)\n",
    "* [Install and set up](../)\n",
    "  * [Docker](../guide/docker)\n",
    "    * Updates to instructions\n",
    "  * [Google Colaboratory](../guide/install-google-colab)\n",
    "    * Updates to instructions\n",
    "* [Deep Learning](../)\n",
    "  * [2D Computer Vision](../)\n",
    "    * [Object Detection](../)\n",
    "      * [YOLOv3 Object Detector](../guide/yolov3-object-detector)\n",
    "        * updates information regarding COCO pretrained weights\n",
    "  * [3D Computer Vision](../)\n",
    "    * [Point Cloud Segmentation using PointCNN](../guide/point-cloud-segmentation-using-pointcnn/)\n",
    "      * general content updates\n",
    "  \n",
    "### [Samples](/python/samples/)\n",
    "* [Deep Learning](/python/samples)\n",
    "  * [3D Computer Vision](/python/samples)\n",
    "    * Updates data for [Classification of SfM-derived point clouds using deep learning](/python/samples/classification-of-sfm-derived-point-clouds-using-deep-learning/)\n",
    "\n",
    "### Module Changes\n",
    "\n",
    "#### [`arcgis.gis`](/python/api-reference/arcgis.gis.toc.html)\n",
    "* [`GIS`](/python/api-reference/arcgis.gis.toc.html#gis)\n",
    "  * Fixes BUG-000164527 where `A general error occurred` message is returned when invalid credentials entered for initialization\n",
    "* [`Item`](/python/api-reference/arcgis.gis.toc.html#item)\n",
    "  * [`share()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.share)\n",
    "    * Fixes BUG-000158847 whereitem was not properly sharing to a *Shared update* group \n",
    "  * [`metadata`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.metadata)\n",
    "    * Fixes issues with writing to directories that caused IO errors during clone operations\n",
    "* [`ContentManager`](/python/api-reference/arcgis.gis.toc.html#contentmanager)\n",
    "  * [`clone_items()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.clone_items)\n",
    "    * Fixes BUG-000162768 where `ItemCreateException` returned when Unicode characters in the name\n",
    "    * Fixes BUG-000163916 where cloning multiple *Survey123* items simultaneously failed with permissions error\n",
    "    * Fixes BUG-000161757 where web maps embedded in *Suvery123* form questions failed to clone\n",
    "    * Fixes issue where *StoryMap* items with *ExpressMap* componenets caused method to run in a loop\n",
    "* [`Group`](/python/api-reference/arcgis.gis.toc.html#group)\n",
    "  * [`add_users()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.Group.add_users)\n",
    "    * Fixes BUG-000158059 where incorrect parameter name of *admin* appeared in code snippet\n",
    "* [`User`](/python/api-reference/arcgis.gis.toc.html#user)\n",
    "  * [`report()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.User.report)\n",
    "    * Fixes `ValueError` when using *weekly* or *monthly* for *duration* argument\n",
    "* [`UserManager`](/python/api-reference/arcgis.gis.toc.html#usermanager)\n",
    "  * [`org_search()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.UserManager.org_search)\n",
    "    * Fixes issue where *exclude=True* returned system account users\n",
    "\n",
    "#### [`arcgis.gis.admin`](/python/api-reference/arcgis.gis.admin.html)\n",
    "* [`DataStoreMetricsManager`](/python/api-reference/arcgis.gis.admin.html#datastoremetricsmanager)\n",
    "  * [`feature_storage`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.DataStoreMetricsManager.feature_storage)\n",
    "    * Fixes percentage values with M1-M4 storage types\n",
    "\n",
    "#### [`arcgis.gis.server`](/python/api-reference/arcgis.gis.server.html)\n",
    "* [`LogManager`](/python/api-reference/arcgis.gis.server.html#logmanager)\n",
    "  * [`query()`](/python/api-reference/arcgis.gis.server.html#arcgis.gis.server.LogManager.query)\n",
    "    * Fixes [**Public Repo Issue #1722**](https://github.com/Esri/arcgis-python-api/issues/1722) where `KeyError 'hasMore'` returned on older releases of ArcGIS Enterprise\n",
    "* [`ServerManager`](/python/api-reference/arcgis.gis.server.html#servermanager)\n",
    "  * [`get()`](/python/api-reference/arcgis.gis.server.html#arcgis.gis.server.ServerManager.get)\n",
    "    * Fixes error where error returned on certain *Server* roles\n",
    "\n",
    "#### [`arcgis.gis.nb`](/python/api-reference/arcgis.gis.nb.html) \n",
    "* [`NotebookManager`](/python/api-reference/arcgis.gis.nb.html#notebookmanager)\n",
    "  * [`execute_notebook()`](/python/api-reference/arcgis.gis.nb.html#arcgis.gis.nb.NotebookManager.execute_notebook)\n",
    "    * Fixes issue where incorrect job id was returned from asynchronous execution\n",
    "\n",
    "#### [`arcgis.gis.tasks`](/python/api-reference/arcgis.gis.tasks.html)\n",
    "* [`TaskManager`]()\n",
    "  * [`create()`]()\n",
    "    * Fixes `NameError` returned in notebooks created with *task_type=ExecuteNotebook*\n",
    "\n",
    "#### [`arcgis.gis.sharing`](/python/api-reference/arcgis.gis.sharing.html)\n",
    "* [`MarketPlaceManager`](/python/api-reference/arcgis.gis.sharing.html#marketplacemanager)\n",
    "  * [`purchase()`](/python/api-reference/arcgis.gis.sharing.html#arcgis.gis.sharing.MarketPlaceManager.purchase)\n",
    "    * Fixes BUG-000164179 where method fails with `\"Exception: purchaser org id not specified (Error Code: 400)\"`\n",
    "  \n",
    "#### [`arcgis.features`](/python/api-reference/arcgis.features.toc.html)\n",
    "* [`FeatureLayer`](/python/api-reference/arcgis.features.toc.html#featurelayer)       \n",
    "  * [`query()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayer.query)\n",
    "    * Fixes `AttributeError` with *GeoArray* when setting *as_df=True*\n",
    "    * Fixes issue where results returned as a dictionary instead of *FeatureSet*\n",
    "    * Fixes issue where *return_count_only=True* failing to return integer\n",
    "  * [`edit_features()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayer.edit_features)\n",
    "    * Fixes [**Public Repo Issue #1768**](https://github.com/Esri/arcgis-python-api/issues/1768) issue where Pandas *NaT* values in date fields are updated to 0 instead of None\n",
    "* [`FeatureLayerCollection`](/python/api-reference/arcgis.features.toc.html#featurelayercollection)\n",
    "  * [`extract_changes()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayerCollection.extract_changes)\n",
    "    * Fixes BUG-000156249 documentation error with *serverGen* value types\n",
    "* [`Spatially Enabled DataFrame`](/python/api-reference/arcgis.features.toc.html#geoaccessor) (_GeoAccessor_)\n",
    "  * [`plot()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.plot)\n",
    "    * Fixes issue with mapping of layers containing following field types:\n",
    "      * *esriFieldTypeBigInteger*\n",
    "      * *esriFieldTypeDateOnly*\n",
    "      * *esriFieldTypeTimeOnly*\n",
    "      * *esriFieldTypeTimestampOffset*\n",
    "    * Fixes rendering to be based upon layer rendering information\n",
    "  * [`to_featureclass()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.to_featureclass)\n",
    "    * Fixes errors when using versions prior to ArcGIS Enteprise 11.1 for *Int64* support\n",
    "  * [`to_featurelayer()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.to_featurelayer)\n",
    "    * Fixes [**Public Repo Issue #1700**](https://github.com/Esri/arcgis-python-api/issues/1700) where *overwrite=True* created duplicate layers\n",
    "    * Fixes error in boolean handling for NA values\n",
    "  * [`to_featureset()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.to_featureset)\n",
    "    * Fixes [**Public Repo Issue #1693**](https://github.com/Esri/arcgis-python-api/issues/1693) where multiple date fields resulted in all dates set to the last date value\n",
    "  * [`set_geometry()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.set_geometry)\n",
    "    * Fixes [**Public Repo Issue #1754**](https://github.com/Esri/arcgis-python-api/issues/1754) where *sr* argument was not set properly\n",
    "    * Fixes issue with reprojecting occurring after multiple calls to method\n",
    "* [`GeoSeriesAccessor`](/python/api-reference/arcgis.features.toc.html#geoseriesaccessor) (`geom` namespace on `SHAPE` column)\n",
    "  * [`equals()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.GeoSeriesAccessor.equals)\n",
    "    * Fixes [**Public Repo Issue #1767**](https://github.com/Esri/arcgis-python-api/issues/1767) where method always returned *None*\n",
    "* [`FeatureSet`](/python/api-reference/arcgis.features.toc.html#featureset)\n",
    "  * Fixes initialization of objects when only one feature is present\n",
    "  \n",
    "#### [`arcgis.features.managers`](/python/api-reference/arcgis.features.managers.html) \n",
    "* Fixes internal representation of GUID values on Oracle and PostgreSQL databases for:\n",
    "  * [`VersionManager`](/python/api-reference/arcgis.features.managers.html#versionmanager)  \n",
    "  * [`UtilityNetworkManager`](/python/api-reference/arcgis.features.managers.html#utilitynetworkmanager)\n",
    "* [`FeatureLayerCollectionManager`](/python/api-reference/arcgis.features.managers.html#featurelayercollectionmanager)\n",
    "  * [`overwrite()`](/python/api-reference/arcgis.features.managers.html#arcgis.features.managers.FeatureLayerCollectionManager.overwrite)\n",
    "    * Fixes BUG-000160121 by adding error message when attempting to use local files to overwrite from ArcGIS Online notebooks\n",
    "    * Fixes internal logic for checking file size limits\n",
    "  * [`create_view()`](/python/api-reference/arcgis.features.managers.html#arcgis.features.managers.FeatureLayerCollectionManager.create_view)\n",
    "    * Updates documentation to clarify *overwrite* parameter functionality\n",
    "    * Fixes BUG-000162549 where method returns an empty view from Feature Layer items published from Survey123\n",
    "    * Fixes incorrect output for tags leading to an array appearing instead of individual strings\n",
    "* [`AttachmentManager`](/python/api-reference/arcgis.features.managers.html#attachmentmanager)\n",
    "  * [`add()`](/python/api-reference/arcgis.features.managers.html#arcgis.features.managers.AttachmentManager.add)\n",
    "    * Fixes issue with certain binary files being rejected \n",
    "* [`WebHoookServiceManager`](/python/api-reference/arcgis.features.managers.html#webhookservicemanager)\n",
    "  * Fixes BUG-000164125 :\n",
    "    * [`create()`](/python/api-reference/arcgis.features.managers.html#arcgis.features.managers.WebHookServiceManager.create)\n",
    "      * Fixes `KeyError: 'globalId'` error\n",
    "    * [`list()`](/python/api-reference/arcgis.features.managers.html#arcgis.features.managers.WebHookServiceManager.list)\n",
    "      * Fixes `TypeError` on object created with *url* argument using */webhooks* endpoint\n",
    "\n",
    "#### [`arcgis.features.find_locations`](/python/api-reference/arcgis.features.find_locations.html)\n",
    "* [`find_existing_locations()`](/python/api-reference/arcgis.features.find_locations.html#find-existing-locations)\n",
    "  * Fixes incorrect parameter type documentation for *expressions*\n",
    "\n",
    "#### [`arcgis.features.manage_data`](/python/api-reference/arcgis.features.manage_data.html)\n",
    "* [`extract_data()`](/python/api-reference/arcgis.features.manage_data.html#extract-data)\n",
    "  * Fixes documentation issue with invalid output when using *output_name* argument extracting to CSV or File Geodatabase\n",
    "  * Fixes wrong parameter type documentation for:\n",
    "    * *input_layers*\n",
    "    * *extent*\n",
    "\n",
    "#### [`arcgis.features.summarize_data`](/python/api-reference/arcgis.features.summarize_data.html)\n",
    "* Removes incorrect method from website Table of Contents\n",
    "  * *describe_dataset()*\n",
    "* [`join_features()`](/python/api-reference/arcgis.features.summarize_data.html#join-features)\n",
    "  * Fixes formatting issues with parameter table:\n",
    "    * *spatial_relationship_distance*\n",
    "    * *spatial_relationship_distance_units*\n",
    "\n",
    "#### [`arcgis.raster`](/python/api-reference/arcgis.raster.toc.html)\n",
    "* [`ImageryLayer`](/python/api-reference/arcgis.raster.toc.html#imagerylayer)\n",
    "  * Fixes `TypeError` and `lerc` error when rendering tilesonly services\n",
    "  * [`render_tilesonly_layer()`](/python/api-reference/arcgis.raster.toc.html#arcgis.raster.ImageryLayer.render_tilesonly_layer)\n",
    "    * Fixes issue with layer saved from function not displaying properly\n",
    "\n",
    "#### [`arcgis.raster.analytics`](/python/api-reference/arcgis.raster.analytics.html)\n",
    "* [`train_classifier()`](/python/api-reference/arcgis.raster.analytics.html#train-classifier)\n",
    "  * Fixes failure on ArcGIS Online when using unsupported parameter when should still run\n",
    "\n",
    "#### [`arcgis.raster.functions`](/python/api-reference/arcgis.raster.functions.html)\n",
    "* [`clip()`](/python/api-reference/arcgis.raster.functions.html#clip)\n",
    "  * Fixes issue where *clip_outside=False* was being ignored\n",
    "\n",
    "#### [`arcgis.raster.functions.gbl`](/python/api-reference/arcgis.raster.functions.gbl.html)\n",
    "* Fixes iussue where *Distance* functions were using incorrect default sizes when writing to cloud stores\n",
    "\n",
    "#### [`arcgis.raster.orthomapping`](/python/api-reference/arcgis.raster.orthomapping.html)\n",
    "* Fix to guarantee project names are unique\n",
    "* Fixes to issues when input is an image collection rather than a mission for:\n",
    "  * [`generate_orthomosaic`](/python/api-reference/arcgis.raster.orthomapping.html#generate-orthomosaic)\n",
    "  * [`reset_image_collection`](/python/api-reference/arcgis.raster.orthomapping.html#reset-image-collection)\n",
    "* [`Project`](/python/api-reference/arcgis.raster.orthomapping.html#project)\n",
    "  * [`add_mission()`](/python/api-reference/arcgis.raster.orthomapping.html#arcgis.raster.orthomapping.Project.add_mission)\n",
    "    * Fixes `RuntimeError` failing to add mission when method is not provided GPS info\n",
    "* [`Mission`](/python/api-reference/arcgis.raster.orthomapping.html#mission)\n",
    "  * [`products`](/python/api-reference/arcgis.raster.orthomapping.html#arcgis.raster._mission.Mission.products)\n",
    "    * Fixes failure to return properties if any *Item* is None\n",
    "* [`query_camera_info()`](/python/api-reference/arcgis.raster.orthomapping.html#query_camera_info)\n",
    "  * Fixes issue with dictionary input as the *camera_query* argument\n",
    "\n",
    "#### [`arcgis.geocoding`](/python/api-reference/arcgis.geocoding.html)\n",
    "* [`PlacesAPI`](/python/api-reference/arcgis.geocoding.html#placesapi)\n",
    "  * Fixes issue where *categories* parameter value was ignored\n",
    "    * [`search_by_extent()`](/python/api-reference/arcgis.geocoding.html#arcgis.geocoding.PlacesAPI.search_by_extent)\n",
    "    * [`search_by_radius()`](/python/api-reference/arcgis.geocoding.html#arcgis.geocoding.PlacesAPI.search_by_radius)\n",
    "\n",
    "#### [`arcgis.geoenrichment`](/python/api-reference/arcgis.geoenrichment.html)\n",
    "* [`enrich()`](/python/api-reference/arcgis.geoenrichment.html#enrich)\n",
    "  * Fixes error in general code execution with certain *standard_geography_query* input\n",
    "  \n",
    "#### [`arcgis.geometry.functions`](/python/api-reference/arcgis.geometry.functions.html#functions)\n",
    "* Fixes BUG-000154257 where some functions returned a `The opertion was attempted on an empty geometry 400 error` when proper formatting not used for *offset_units* argument\n",
    "\n",
    "#### [`arcgis.mapping`](/python/api-reference/arcgis.mapping.toc.html)\n",
    "* [Working with 2D Maps](/python/api-reference/arcgis.mapping.toc.html#working-with-2d-maps)\n",
    "  * [`WebMap`](/python/api-reference/arcgis.mapping.toc.html#webmap)\n",
    "    * [`move_to_basemap()`]()\n",
    "      * Fixes [**Public Repo Issue #1739**](https://github.com/Esri/arcgis-python-api/issues/1739) unsupported layer type error when moving `VectorTileOnly` type basemaps\n",
    "    * [`basemap_title()`](/python/api-reference/arcgis.mapping.toc.html#arcgis.mapping.WebMap.basemap_title)\n",
    "      * Fixes [**Public Repo Issue #1763**](https://github.com/Esri/arcgis-python-api/issues/1763) where entering *None* for method sets title to null\n",
    "  * [`OfflineMapAreaManager`](/python/api-reference/arcgis.mapping.toc.html#offlinemapareamanager)\n",
    "    * [`offline_properties`](/python/api-reference/arcgis.mapping.toc.html#arcgis.mapping.OfflineMapAreaManager.offline_properties)\n",
    "      * Fixes `KeyError` when attempting to set properties\n",
    "\n",
    "#### [`arcgis.apps`](/python/api-reference/arcgis.apps.html)\n",
    "* [`expbuilder`](/python/api-reference/arcgis.apps.expbuilder.html)\n",
    "  * [`WebExperience`](/python/api-reference/arcgis.apps.expbuilder.html#webexperience)\n",
    "    * [`clone()`](/python/api-reference/arcgis.apps.expbuilder.html#arcgis.apps.expbuilder.expbuilder.WebExperience.clone)\n",
    "      * Updates handling of *item_mapping*\n",
    "    * [`save()`](/python/api-reference/arcgis.apps.expbuilder.html#arcgis.apps.expbuilder.expbuilder.WebExperience.clone)\n",
    "      * Fixes errors on saving new experiences\n",
    "* [`hub`](/python/api-reference/arcgis.apps.hub.html)\n",
    "  * [`SiteManager`](/python/api-reference/arcgis.apps.hub.html#sitemanager)\n",
    "    * [`clone()`](/python/api-reference/arcgis.apps.hub.html#arcgis.apps.hub.sites.SiteManager.clone)\n",
    "      * Fixes BUG-000163652 where ouput hub site was invalid\n",
    "\n",
    "#### [`arcgis.learn`](/python/api-reference/arcgis.learn.toc.html)\n",
    "* [Data Preparation Methods](/python/api-reference/arcgis.learn.toc.html#data-preparation-methods)\n",
    "  * [`estimate_batch_size()`](/python/api-reference/arcgis.learn.toc.html#estimate-batch-size)\n",
    "    * Fixes issue where method overestimates in evaluation mode for some Object Detection models\n",
    "  * [`Transform3d`](/python/api-reference/arcgis.learn.toc.html#transform3d)\n",
    "    * Fixes *jitter* values to be float only\n",
    "* [Automated Machine Learning](/python/api-reference/arcgis.learn.toc.html#automated-machine-learning)\n",
    "  * [`AutoDL`](/python/api-reference/arcgis.learn.toc.html#autodl)\n",
    "    * Fixes error initialzing object when no *network* argument provided\n",
    "  * [`AutoML`](/python/api-reference/arcgis.learn.toc.html#automl)\n",
    "    * [`fit()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.AutoML.fit)\n",
    "      * Fixes `AttributeError` with metapack environment for regression\n",
    "    * [`predict()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.AutoML.predict)\n",
    "      * Fixes issue when *output_layer_name* already exists\n",
    "    * [`score()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.AutoML.score)\n",
    "      * Fixes issue where negative value is returned with *eval_metric* set to _mse_ or _rmse_ on the data\n",
    "    * [`fairness_score()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.AutoML.fairness_score)\n",
    "      * Fixes `IndexingError: Unalignable boolean Series provided as indexer` error with regression models \n",
    "  * [`ImageryModel`](/python/api-reference/arcgis.learn.toc.html#imagerymodel)\n",
    "    * [`save()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.ImageryModel.save)\n",
    "      * Fixes issue where method was not printing the saved path\n",
    "* [Object Classification Models](/python/api-reference/arcgis.learn.toc.html#object-classification-models)\n",
    "  * [`FeatureClassifier`](/python/api-reference/arcgis.learn.toc.html#featureclassifier)\n",
    "    * Fixes crashing errors with *tensorflow* backend and specifying a backbone\n",
    "    * Fixes `<urlopen error>` with *timm* backbones\n",
    "    * [`predict()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.FeatureClassifier.predict)\n",
    "      * Fixes `TypeError` when *visualize=True* with *timm* backbones\n",
    "    * [`fit()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.FeatureClassifier.fit)\n",
    "      * Fixes `ValueError: Expreted more than 1 value per channel when training...` error when run on data preparted with a *batch_size* of 1\n",
    "    * [`save()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.FeatureClassifier.save)\n",
    "      * Fixes failure when using transformer models and *tflite* framework\n",
    "* [Object Detection Models](/python/api-reference/arcgis.learn.toc.html#object-detection-models)\n",
    "  * Fixes warning messages when initializing objects\n",
    "  * Fixes training failures for models when run on multiple-GPU machines\n",
    "  * Fixes issues with *timm* backbnones not working for:\n",
    "    * *SingleShotDetector*\n",
    "    * *RetinaNet*\n",
    "    * *FasterRCNN*\n",
    "  * [`DETReg`](/python/api-reference/arcgis.learn.toc.html#detreg)\n",
    "    * [`fit()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.DETReg.fit)\n",
    "      * Fixes `ValueError` when model is trained with consecutive runs\n",
    "  * [`EfficientDET`](/python/api-reference/arcgis.learn.toc.html#efficientdet)\n",
    "    * [`fit()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.EfficientDet.fit)\n",
    "      * Fixes `AttributeError 'float' object has no attribute 'dtype'`\n",
    "* [Pixel Classification Models](/python/api-reference/arcgis.learn.toc.html#pixel-classification-models)\n",
    "  * Fixes issue where `fit()` retuns *NaN* values in the dice scores with data that has class values missing in the label files\n",
    "  * Fixes `ValueError: Expected more than 1 value per channel when training` when using `fit()`\n",
    "  * Fixes *ignore_classes* in semantic segmentation models when reduction parameter set to *mean*\n",
    "* [Image Translation Models](/python/api-reference/arcgis.learn.toc.html#image-translation-models)\n",
    "  * [`ImageCaptioner`](/python/api-reference/arcgis.learn.toc.html#imagecaptioner)\n",
    "    * [`bleu_score()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.ImageCaptioner.bleu_score)\n",
    "      * Fixes `TypeErrror` with *beam_width* and *max_len* values\n",
    "    * [`predict()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.ImageCaptioner.predict)\n",
    "      * Fixes `AttributeError` with object using multispectral data\n",
    "    * [`show_results()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.ImageCaptioner.show_results)\n",
    "      * Fixes incorrect default values for *beam_width* and *max_len*\n",
    "* [3d Models](/python/api-reference/arcgis.learn.toc/?highlight=pointcloud#d-models)\n",
    "  * Fixes issue when reading multiple files\n",
    "  * Fixes `ValueError too many values to unpack` error on consecutive runs without running *prepare_data()* in between for:\n",
    "    * *PointCNN*\n",
    "    * *RandLANet*\n",
    "  * [`PointCNN`](/python/api-reference/arcgis.learn.toc.html#pointcnn)\n",
    "    * [`predict_h5()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.PointCNN.predict_h5)\n",
    "      * Fixes issue where no output produced when inferencing\n",
    "    * Fixes [**Public Repo Issue #1361**](https://github.com/Esri/arcgis-python-api/issues/1361) `AttributeError: module 'display' has no attribute 'display_html' error when visualizing in ArcGIS Pro or Jupyter Notebook for:\n",
    "      * [`show_results()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.PointCNN.show_results)\n",
    "      * *show_batch()*\n",
    "* [Object Tracking Models](/python/api-reference/arcgis.learn.toc.html#object-tracking-models)\n",
    "  * [`DeepSort`](/python/api-reference/arcgis.learn.toc.html#deepsort)\n",
    "    * [`from_model()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.DeepSort.from_model)\n",
    "      * Fixes `ValueError: semaphore or lock released too many times` error when called without *data* object\n",
    "* [Feature, Tabular, anad Timeseries models](/python/api-reference/arcgis.learn.toc.html#feature-tabular-and-timeseries-models)\n",
    "  * [`MLModel`](/python/api-reference/arcgis.learn.toc.html#mlmodel)\n",
    "    * Fixes initialization issue when *prepare_tabulardata* preprocessors used *explanatory_variables* without transformation\n",
    "    * [`fairness_score()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.MLModel.fairness_score)\n",
    "      * Fixes `ValueError` with regression models\n",
    "  * [`TimeSeriesModel`](/python/api-reference/arcgis.learn.toc.html#timeseriesmodel)\n",
    "    * [`predict()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.TimeSeriesModel.predict)\n",
    "      * Fixes `ValueError cannot convert to 'float64'-dytpe...` with Pandas 2.0\n",
    "* [Unstructured Text Models](/python/api-reference/arcgis.learn.toc.html#unstructured-text-models)\n",
    "  * [arcgis.learn.text module](/python/api-reference/arcgis.learn.toc.html#arcgis-learn-text-module)\n",
    "    * Fixes `RuntimeError` using *from_model()* with previously saved text tools caused by missing attention mask\n",
    "    * [`EntityRecognizer`](/python/api-reference/arcgis.learn.text.html#entityrecognizer)\n",
    "      * Fixes `IndexError` when initializing object for LLM backbones"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
